[INSERT DATASET NAME] Report¶
[INSERT DATASET DESCRIPTION]
Table of Contents¶
| Rows | 569 |
|---|---|
| Columns | 32 |
| Missing cells | 0 (0.00 %) |
| Zeros | 0 (0.00 %) |
| Duplicate rows | 0 (0.00 %) |
| Column Name | Inferred Data Type |
|---|---|
| ID | unique |
| DIAGNOSIS | categorical |
| RADIUS1 | unique |
| TEXTURE1 | numeric |
| PERIMETER1 | numeric |
| AREA1 | numeric |
| SMOOTHNESS1 | numeric |
| COMPACTNESS1 | numeric |
| CONCAVITY1 | numeric |
| CONCAVE_POINTS1 | numeric |
| SYMMETRY1 | numeric |
| FRACTAL_DIMENSION1 | numeric |
| RADIUS2 | numeric |
| TEXTURE2 | numeric |
| PERIMETER2 | numeric |
| AREA2 | numeric |
| SMOOTHNESS2 | numeric |
| COMPACTNESS2 | numeric |
| CONCAVITY2 | numeric |
| CONCAVE_POINTS2 | numeric |
| SYMMETRY2 | numeric |
| FRACTAL_DIMENSION2 | numeric |
| RADIUS3 | numeric |
| TEXTURE3 | numeric |
| PERIMETER3 | numeric |
| AREA3 | numeric |
| SMOOTHNESS3 | numeric |
| COMPACTNESS3 | numeric |
| CONCAVITY3 | numeric |
| CONCAVE_POINTS3 | numeric |
| SYMMETRY3 | numeric |
| FRACTAL_DIMENSION3 | numeric |
First rows¶
| ID | DIAGNOSIS | RADIUS1 | TEXTURE1 | PERIMETER1 | AREA1 | SMOOTHNESS1 | COMPACTNESS1 | CONCAVITY1 | CONCAVE_POINTS1 | ... | RADIUS3 | TEXTURE3 | PERIMETER3 | AREA3 | SMOOTHNESS3 | COMPACTNESS3 | CONCAVITY3 | CONCAVE_POINTS3 | SYMMETRY3 | FRACTAL_DIMENSION3 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | M | 17.468843696497075 | 20.935767 | 102.705346 | 803.050293 | 0.095644 | 0.110316 | 0.130841 | 0.079513 | ... | 18.857704 | 34.050192 | 145.335380 | 1140.389853 | 0.130180 | 0.146870 | 0.312506 | 0.051193 | 0.190251 | 0.072888 |
| 1 | 2 | M | 13.180949146123174 | 15.704659 | 78.647614 | 618.794298 | 0.094053 | 0.078048 | 0.140546 | 0.069390 | ... | 18.561703 | 31.801173 | 159.037591 | 307.719708 | 0.153750 | 0.158813 | 0.415260 | 0.135295 | 0.346074 | 0.076236 |
| 2 | 3 | B | 10.793361733733573 | 13.547980 | 130.962270 | 1513.596004 | 0.082788 | 0.128794 | 0.110694 | 0.092494 | ... | 17.628290 | 26.951802 | 84.454787 | 377.106919 | 0.116430 | 0.161798 | -0.066029 | 0.129115 | 0.234398 | 0.116406 |
| 3 | 4 | M | 16.339661313587403 | 26.095101 | 86.509558 | 1051.721570 | 0.094979 | 0.183650 | 0.092588 | 0.068876 | ... | 18.811313 | 28.978058 | 146.351453 | 834.733363 | 0.116443 | 0.178972 | 0.458509 | 0.069029 | 0.268094 | 0.089023 |
| 4 | 5 | B | 13.66463808379408 | 23.882770 | 44.124946 | 365.373537 | 0.095382 | 0.018038 | -0.042788 | 0.069754 | ... | 29.587085 | 42.374835 | 98.602599 | 342.988111 | 0.124752 | 0.004435 | 0.539556 | 0.049066 | 0.376473 | 0.085752 |
5 rows × 32 columns
Last rows¶
| ID | DIAGNOSIS | RADIUS1 | TEXTURE1 | PERIMETER1 | AREA1 | SMOOTHNESS1 | COMPACTNESS1 | CONCAVITY1 | CONCAVE_POINTS1 | ... | RADIUS3 | TEXTURE3 | PERIMETER3 | AREA3 | SMOOTHNESS3 | COMPACTNESS3 | CONCAVITY3 | CONCAVE_POINTS3 | SYMMETRY3 | FRACTAL_DIMENSION3 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 564 | 565 | B | 15.83124357449493 | 24.262825 | 57.379772 | 912.137069 | 0.102291 | 0.093609 | 0.135473 | 0.028163 | ... | 15.047911 | 27.485440 | 58.026161 | 631.941304 | 0.159210 | 0.139953 | 0.571698 | 0.086961 | 0.396145 | 0.068456 |
| 565 | 566 | M | 16.315370014110677 | 17.186955 | 89.117526 | 856.768140 | 0.071787 | 0.065947 | 0.071129 | 0.016710 | ... | 19.036420 | 16.013973 | 147.798359 | 444.112074 | 0.129733 | 0.477248 | -0.022390 | 0.195397 | 0.311748 | 0.075748 |
| 566 | 567 | B | 11.3151206224153 | 13.430785 | 121.560251 | 177.582387 | 0.081159 | 0.000649 | 0.058835 | 0.072422 | ... | 16.282101 | 21.480773 | 135.879554 | 1595.981063 | 0.079938 | 0.332036 | 0.604687 | 0.091690 | 0.311904 | 0.093775 |
| 567 | 568 | M | 14.643965683074148 | 18.903333 | 117.085491 | 659.073700 | 0.074895 | 0.111578 | -0.015030 | 0.068743 | ... | 13.958670 | 32.841570 | 63.376868 | 1695.582541 | 0.110867 | 0.167730 | 0.306473 | 0.110603 | 0.308248 | 0.049664 |
| 568 | 569 | M | 11.43050982986012 | 10.204873 | 106.862229 | 344.109867 | 0.090065 | 0.087905 | 0.126731 | 0.085906 | ... | 13.028730 | 20.213253 | 88.915734 | 1447.398128 | 0.126119 | 0.525196 | 0.049179 | 0.116877 | 0.255086 | 0.136378 |
5 rows × 32 columns
Sample¶
| ID | DIAGNOSIS | RADIUS1 | TEXTURE1 | PERIMETER1 | AREA1 | SMOOTHNESS1 | COMPACTNESS1 | CONCAVITY1 | CONCAVE_POINTS1 | ... | RADIUS3 | TEXTURE3 | PERIMETER3 | AREA3 | SMOOTHNESS3 | COMPACTNESS3 | CONCAVITY3 | CONCAVE_POINTS3 | SYMMETRY3 | FRACTAL_DIMENSION3 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 144 | M | 13.8146932232609 | 17.205283 | 76.828536 | 475.019639 | 0.075666 | 0.132200 | 0.240590 | 0.016056 | ... | 18.928581 | 26.902518 | 118.604306 | 852.830957 | 0.130340 | 0.216698 | 0.164953 | 0.044691 | 0.247429 | 0.095684 |
| 381 | 382 | B | 7.308314189995438 | 10.437702 | 149.052996 | 451.501782 | 0.101754 | 0.184167 | 0.126638 | 0.037631 | ... | 19.913370 | 12.422234 | 88.498707 | 703.609578 | 0.117589 | 0.200336 | -0.032055 | -0.069351 | 0.271707 | 0.111458 |
| 331 | 332 | B | 12.921916618994658 | 26.686739 | 69.766003 | 478.899164 | 0.102333 | 0.016207 | 0.057876 | 0.041696 | ... | 21.791978 | 20.089511 | 127.470672 | 1284.259868 | 0.110566 | 0.318805 | 0.263419 | 0.080863 | 0.298563 | 0.069039 |
| 565 | 566 | M | 16.315370014110677 | 17.186955 | 89.117526 | 856.768140 | 0.071787 | 0.065947 | 0.071129 | 0.016710 | ... | 19.036420 | 16.013973 | 147.798359 | 444.112074 | 0.129733 | 0.477248 | -0.022390 | 0.195397 | 0.311748 | 0.075748 |
| 278 | 279 | B | 19.237148067365155 | 24.889584 | 73.766779 | 696.725862 | 0.081671 | 0.137575 | 0.148660 | -0.004629 | ... | 21.990994 | 29.675728 | 150.813578 | 980.961772 | 0.149935 | 0.285887 | 0.225843 | 0.135597 | 0.396016 | 0.096409 |
5 rows × 32 columns
There are no missing values
There are no missing values
| Column Name | 0 Count | 0 % |
|---|---|---|
| ID | 0 | 0.000 |
| DIAGNOSIS | 0 | 0.000 |
| SYMMETRY3 | 0 | 0.000 |
| CONCAVE_POINTS3 | 0 | 0.000 |
| CONCAVITY3 | 0 | 0.000 |
| COMPACTNESS3 | 0 | 0.000 |
| SMOOTHNESS3 | 0 | 0.000 |
| AREA3 | 0 | 0.000 |
| PERIMETER3 | 0 | 0.000 |
| TEXTURE3 | 0 | 0.000 |
| RADIUS3 | 0 | 0.000 |
| FRACTAL_DIMENSION2 | 0 | 0.000 |
| SYMMETRY2 | 0 | 0.000 |
| CONCAVE_POINTS2 | 0 | 0.000 |
| CONCAVITY2 | 0 | 0.000 |
| COMPACTNESS2 | 0 | 0.000 |
| SMOOTHNESS2 | 0 | 0.000 |
| AREA2 | 0 | 0.000 |
| PERIMETER2 | 0 | 0.000 |
| TEXTURE2 | 0 | 0.000 |
| RADIUS2 | 0 | 0.000 |
| FRACTAL_DIMENSION1 | 0 | 0.000 |
| SYMMETRY1 | 0 | 0.000 |
| CONCAVE_POINTS1 | 0 | 0.000 |
| CONCAVITY1 | 0 | 0.000 |
| COMPACTNESS1 | 0 | 0.000 |
| SMOOTHNESS1 | 0 | 0.000 |
| AREA1 | 0 | 0.000 |
| PERIMETER1 | 0 | 0.000 |
| TEXTURE1 | 0 | 0.000 |
| RADIUS1 | 0 | 0.000 |
| FRACTAL_DIMENSION3 | 0 | 0.000 |
There are no duplicated rows
ID - unique¶
Each value in the column is unique.
DIAGNOSIS - categorical¶
Most frequent values
| B | 354 (62.21 %) |
|---|---|
| M | 215 (37.79 %) |
| Other values count | 0 (0.00 %) |
| Null | 0 (0.00 %) |
RADIUS1 - unique¶
Each value in the column is unique.
TEXTURE1 - numeric¶
Descriptive Statistics
| Quantile Statistics
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PERIMETER1 - numeric¶
Descriptive Statistics
| Quantile Statistics
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AREA1 - numeric¶
Descriptive Statistics
| Quantile Statistics
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SMOOTHNESS1 - numeric¶
Descriptive Statistics
| Quantile Statistics
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COMPACTNESS1 - numeric¶
Descriptive Statistics
| Quantile Statistics
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CONCAVITY1 - numeric¶
Descriptive Statistics
| Quantile Statistics
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CONCAVE_POINTS1 - numeric¶
Descriptive Statistics
| Quantile Statistics
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SYMMETRY1 - numeric¶
Descriptive Statistics
| Quantile Statistics
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FRACTAL_DIMENSION1 - numeric¶
Descriptive Statistics
| Quantile Statistics
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RADIUS2 - numeric¶
Descriptive Statistics
| Quantile Statistics
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TEXTURE2 - numeric¶
Descriptive Statistics
| Quantile Statistics
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PERIMETER2 - numeric¶
Descriptive Statistics
| Quantile Statistics
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AREA2 - numeric¶
Descriptive Statistics
| Quantile Statistics
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SMOOTHNESS2 - numeric¶
Descriptive Statistics
| Quantile Statistics
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COMPACTNESS2 - numeric¶
Descriptive Statistics
| Quantile Statistics
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CONCAVITY2 - numeric¶
Descriptive Statistics
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CONCAVE_POINTS2 - numeric¶
Descriptive Statistics
| Quantile Statistics
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SYMMETRY2 - numeric¶
Descriptive Statistics
| Quantile Statistics
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FRACTAL_DIMENSION2 - numeric¶
Descriptive Statistics
| Quantile Statistics
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RADIUS3 - numeric¶
Descriptive Statistics
| Quantile Statistics
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TEXTURE3 - numeric¶
Descriptive Statistics
| Quantile Statistics
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PERIMETER3 - numeric¶
Descriptive Statistics
| Quantile Statistics
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AREA3 - numeric¶
Descriptive Statistics
| Quantile Statistics
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SMOOTHNESS3 - numeric¶
Descriptive Statistics
| Quantile Statistics
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COMPACTNESS3 - numeric¶
Descriptive Statistics
| Quantile Statistics
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CONCAVITY3 - numeric¶
Descriptive Statistics
| Quantile Statistics
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CONCAVE_POINTS3 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
SYMMETRY3 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
FRACTAL_DIMENSION3 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
Pearson Correlation¶
Spearman Correlation¶
Kendall Correlation¶
/Users/krishnadave/anaconda3/lib/python3.11/site-packages/seaborn/axisgrid.py:118: UserWarning: The figure layout has changed to tight
/Users/krishnadave/anaconda3/lib/python3.11/site-packages/edvart/report_sections/bivariate_analysis.py:728: UserWarning: The figure layout has changed to tight